[2025-11-27 00:17:42] Namespace(method='FedAvg', training_mode='head', dataset='mnist', model_name='resnet18', seed=1, rounds=50, num_clients=10, fraction=0.5, local_epochs=1, batch_size=64, lr=0.01, newton_lr=0.1, sophia_lr=0.05, rho=0.04, betas='0.9,0.99', mu=0.01, log_dir='runs/run_20251127_001740_resnet18_head/mnist/logs', optimizer='sgd', hessian_batches=32, damping=0.01, alpha=10.0)
[2025-11-27 00:17:42] Start: FedAvg | Mode: head | Dataset: mnist | Device: cuda
[2025-11-27 00:20:45] [Round 001] FedAvg | Acc: 78.67% | Loss: 1.2008 | Time: 71.00s | Max GPU Mem: 1506.73 MB
[2025-11-27 00:22:01] [Round 002] FedAvg | Acc: 86.60% | Loss: 0.8378 | Time: 76.32s | Max GPU Mem: 1507.92 MB
[2025-11-27 00:23:15] [Round 003] FedAvg | Acc: 88.53% | Loss: 0.6779 | Time: 74.03s | Max GPU Mem: 1506.79 MB
[2025-11-27 00:24:29] [Round 004] FedAvg | Acc: 88.66% | Loss: 0.5887 | Time: 74.02s | Max GPU Mem: 1507.56 MB
[2025-11-27 00:25:45] [Round 005] FedAvg | Acc: 90.08% | Loss: 0.5238 | Time: 75.97s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:27:02] [Round 006] FedAvg | Acc: 90.67% | Loss: 0.4825 | Time: 76.91s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:28:18] [Round 007] FedAvg | Acc: 90.99% | Loss: 0.4488 | Time: 75.41s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:29:26] [Round 008] FedAvg | Acc: 91.06% | Loss: 0.4232 | Time: 68.91s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:30:23] [Round 009] FedAvg | Acc: 91.70% | Loss: 0.4028 | Time: 57.07s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:31:25] [Round 010] FedAvg | Acc: 91.83% | Loss: 0.3833 | Time: 61.24s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:32:26] [Round 011] FedAvg | Acc: 92.20% | Loss: 0.3697 | Time: 61.40s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:33:25] [Round 012] FedAvg | Acc: 92.31% | Loss: 0.3552 | Time: 59.08s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:34:24] [Round 013] FedAvg | Acc: 92.43% | Loss: 0.3452 | Time: 58.61s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:35:16] [Round 014] FedAvg | Acc: 92.62% | Loss: 0.3324 | Time: 52.57s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:36:08] [Round 015] FedAvg | Acc: 92.96% | Loss: 0.3224 | Time: 51.12s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:37:12] [Round 016] FedAvg | Acc: 92.85% | Loss: 0.3157 | Time: 64.59s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:38:20] [Round 017] FedAvg | Acc: 92.84% | Loss: 0.3080 | Time: 68.25s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:39:20] [Round 018] FedAvg | Acc: 93.08% | Loss: 0.2995 | Time: 59.75s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:40:18] [Round 019] FedAvg | Acc: 93.09% | Loss: 0.2934 | Time: 58.28s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:41:19] [Round 020] FedAvg | Acc: 93.24% | Loss: 0.2872 | Time: 60.44s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:42:19] [Round 021] FedAvg | Acc: 93.17% | Loss: 0.2830 | Time: 60.08s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:43:26] [Round 022] FedAvg | Acc: 93.58% | Loss: 0.2761 | Time: 67.42s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:44:23] [Round 023] FedAvg | Acc: 93.59% | Loss: 0.2717 | Time: 56.57s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:45:08] [Round 024] FedAvg | Acc: 93.55% | Loss: 0.2688 | Time: 44.82s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:46:06] [Round 025] FedAvg | Acc: 93.58% | Loss: 0.2638 | Time: 58.22s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:47:08] [Round 026] FedAvg | Acc: 93.79% | Loss: 0.2590 | Time: 62.38s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:48:05] [Round 027] FedAvg | Acc: 93.86% | Loss: 0.2552 | Time: 56.51s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:49:04] [Round 028] FedAvg | Acc: 93.99% | Loss: 0.2515 | Time: 59.60s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:50:02] [Round 029] FedAvg | Acc: 93.93% | Loss: 0.2493 | Time: 57.85s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:51:06] [Round 030] FedAvg | Acc: 93.88% | Loss: 0.2458 | Time: 63.63s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:52:08] [Round 031] FedAvg | Acc: 94.17% | Loss: 0.2413 | Time: 62.32s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:53:28] [Round 032] FedAvg | Acc: 94.20% | Loss: 0.2395 | Time: 79.22s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:54:36] [Round 033] FedAvg | Acc: 94.19% | Loss: 0.2368 | Time: 68.42s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:55:26] [Round 034] FedAvg | Acc: 94.17% | Loss: 0.2354 | Time: 49.66s | Max GPU Mem: 1507.33 MB
[2025-11-27 00:56:30] [Round 035] FedAvg | Acc: 94.22% | Loss: 0.2326 | Time: 64.03s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:57:32] [Round 036] FedAvg | Acc: 94.41% | Loss: 0.2292 | Time: 62.78s | Max GPU Mem: 1507.58 MB
[2025-11-27 00:58:40] [Round 037] FedAvg | Acc: 94.33% | Loss: 0.2267 | Time: 67.19s | Max GPU Mem: 1507.46 MB
[2025-11-27 00:59:50] [Round 038] FedAvg | Acc: 94.38% | Loss: 0.2251 | Time: 69.92s | Max GPU Mem: 1507.33 MB
[2025-11-27 01:00:55] [Round 039] FedAvg | Acc: 94.39% | Loss: 0.2228 | Time: 64.99s | Max GPU Mem: 1507.46 MB
[2025-11-27 01:01:57] [Round 040] FedAvg | Acc: 94.37% | Loss: 0.2212 | Time: 62.00s | Max GPU Mem: 1507.58 MB
[2025-11-27 01:03:07] [Round 041] FedAvg | Acc: 94.36% | Loss: 0.2216 | Time: 70.03s | Max GPU Mem: 1507.46 MB
[2025-11-27 01:04:11] [Round 042] FedAvg | Acc: 94.62% | Loss: 0.2170 | Time: 64.31s | Max GPU Mem: 1507.33 MB
[2025-11-27 01:05:16] [Round 043] FedAvg | Acc: 94.69% | Loss: 0.2144 | Time: 65.23s | Max GPU Mem: 1507.46 MB
[2025-11-27 01:06:27] [Round 044] FedAvg | Acc: 94.71% | Loss: 0.2136 | Time: 70.59s | Max GPU Mem: 1507.58 MB
[2025-11-27 01:07:29] [Round 045] FedAvg | Acc: 94.74% | Loss: 0.2122 | Time: 62.54s | Max GPU Mem: 1507.46 MB
[2025-11-27 01:08:39] [Round 046] FedAvg | Acc: 94.82% | Loss: 0.2092 | Time: 69.89s | Max GPU Mem: 1507.33 MB
[2025-11-27 01:09:00] [Round 047] FedAvg | Acc: 94.67% | Loss: 0.2089 | Time: 20.92s | Max GPU Mem: 1507.46 MB
[2025-11-27 01:09:12] [Round 048] FedAvg | Acc: 94.75% | Loss: 0.2074 | Time: 12.37s | Max GPU Mem: 1507.58 MB
[2025-11-27 01:09:24] [Round 049] FedAvg | Acc: 94.68% | Loss: 0.2077 | Time: 11.57s | Max GPU Mem: 1507.46 MB
[2025-11-27 01:09:35] [Round 050] FedAvg | Acc: 94.87% | Loss: 0.2036 | Time: 11.03s | Max GPU Mem: 1507.33 MB
[2025-11-27 01:09:35] Saved to runs/run_20251127_001740_resnet18_head/mnist/logs/FedAvg_head_mnist_resnet18_s1.npz
